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Automation Risk Analysis

Will “Line Assembly Utility Worker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Line Assembly Utility Worker” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Line Assembly Utility Worker” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Inspectors, Testers, Sorters, Samplers, and Weighers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.

Avg. Annual Salary $51,670
Avg. Hourly Wage $24.84
Available Jobs (US) 591,180
Job Title & Hierarchy Code (SOC) Inspectors, Testers, Sorters, Samplers, and Weighers #51-9061
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Inspectors, Testers, Sorters, Samplers, and Weighers”

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Core Skills & Abilities

  • Monitor machines that automatically measure, sort, or inspect products.

  • Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.

  • Write test or inspection reports describing results, recommendations, or needed repairs.

  • Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.

  • Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.

  • Discard or reject products, materials, or equipment not meeting specifications.

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

  • Grade, classify, or sort products according to sizes, weights, colors, or other specifications.

  • Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.

  • Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.

  • Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.

  • Recommend necessary corrective actions, based on inspection results.

  • Inspect, test, or measure materials, products, installations, or work for conformance to specifications.

  • Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.

  • Inspect or test raw materials, parts, or products to determine compliance with environmental standards.

  • Stack or arrange tested products for further processing, shipping, or packaging.

  • Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.

  • Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.

  • Analyze test data, making computations as necessary, to determine test results.

  • Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.

  • Read dials or meters to verify that equipment is functioning at specified levels.

  • Notify supervisors or other personnel of production problems.

  • Compute defect percentages or averages, using formulas and calculators.

  • Adjust, clean, or repair products or processing equipment to correct defects found during inspections.

  • Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.

  • Administer tests to assess whether engineers or operators are qualified to use equipment.

  • Mark items with details, such as grade or acceptance-rejection status.

  • Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.

  • Collect or select samples for testing or for use as models.

  • Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.

Technologies & Software

  • Gemini (Google)
  • Apache Pig
  • Database software
  • Apache Hive
  • Label inspection systems
  • Data entry software
  • Mistral (Mistral AI)
  • Computer assisted design software
  • Design of experiments DOE software
  • Data analysis software
  • Microsoft Visio
  • Extensible markup language XML
  • Microsoft Excel
  • Dassault Systemes SolidWorks
  • Sight Machine AI
  • Coordinate measuring machine software
  • Claude (Anthropic)
  • Nova (Amazon)
  • Microsoft Outlook
  • ChatGPT (OpenAI)
  • Selenium
  • The MathWorks MATLAB
  • Structured query language SQL
  • R
  • Microsoft Word
  • Inspection marking systems
  • Grok (xAI)
  • Microsoft PowerPoint
  • FileMaker Pro
  • DeepSeek
  • Mastercam computer-aided design and manufacturing software
  • Statistical process control SPC data collection devices
  • Autodesk AutoCAD
  • Wilcox Associates PC-DMIS Inspection Planner
  • Microsoft Access
  • IBM Lotus Notes
  • Kimi (Moonshot AI)
  • Cybermetrics GAGETrak
  • IBM Notes
  • Mastercam Design
  • Cognex Vision AI
  • Tolerance analysis software
  • Dassault Systemes CATIA
  • Llama (Meta)
  • Medical condition coding software
  • Qwen (Alibaba)
  • Microsoft Office software
  • Siemens Industrial AI
  • SAP software
  • Computer-aided inspection software
  • Atlassian JIRA
  • Verisurf Metrology
  • Rockwell Automation AI
  • ABB AI Robotics
  • Skype
  • Microsoft SharePoint
  • Minitab
  • Plug gauges
  • Coordinate measuring machines CMM
  • Fatigue testers
  • Digital multimeters
  • Utrasonic flaw detectors
  • Moisture meters
  • Power meters
  • Continuity testers
  • Bit error rate testers BERT
  • Verisurf CMM Master
  • Calorimetric leak testers
  • Gloss meters
  • Resonance acceleration instruments
  • Creep and stress relaxation testers
  • Resistivity meters
  • Laser thickness gauges
  • Signal generators
  • Plotters
  • Ductility testers
  • Bubble leak testers
  • Function generators
  • Magnetic induction acceleration instruments
  • Sampling oscilloscopes
  • Compression testers
  • Environmental chambers
  • Vibration and shaker systems
  • Multimeters
  • Hardness testers
  • Impact toughness testers
  • Eddy current probes
  • Accelerometers
  • Conductivity meters
  • Sorting machines
  • Shear testers
  • Printed circuit board PCB testers
  • Laser shearography flaw detectors
  • Frequency counters
  • Calipers
  • Mass flow leak testers
  • Digital resistance thermometers
  • Forklifts
  • Eddy current flaw detectors
  • Verisurf Master3DGage
  • Digital voltmeters DVM
  • Direct current DC power testers
  • Hipot testers
  • Force transducers
  • In-circuit testers
  • Overhead cranes
  • Return loss calibrator RLC passive component testers
  • Resistance meters
  • Frequency meters
  • Optical gauges
  • Pulse generators
  • Pi tapes
  • Pin gauges
  • Viscometers
  • Impact hammers
  • Strain gauges
  • Ammeters
  • Height gauges
  • Tensile testers
  • Digital resistance meters
  • Capacitive acceleration instruments
  • Micrometers
  • Verisurf 3Dgage
  • Hydraulic pumps
  • Measuring microscopes
  • Holographic interferometers
  • Optical comparators
  • Depth gauges
  • Industrial bench scales
  • Thread gauges
  • Magnetic particle flaw detectors
  • Hydraulic lifts
  • Linear or mixed signal equipment
  • Metallurgical microscopes
  • Piezoelectric acceleration instruments
  • Penetrant flaw detectors
  • Null-balance acceleration instruments
  • Color spectrometers
  • Logic test systems
  • Backplane testers
  • Beta gauges
  • Shock testers
  • Radiographic flaw detectors
  • Personal computers
  • Manufacturing defect analyzers MDA

Alternative Job Titles